Estimation of Packed Red Cells (PRC) in Bojonegoro blood bank using Modified Kalman Filter

Author:

Muhith A,Herlambang T,Rahmalia D,Karya D F

Abstract

Abstract Blood Transfusion Unit (UTD) as a blood supply provider is required to meet the demand for blood, but in reality, the blood stock does not always meet the blood demand. The blood type stocks in the Blood Transfusion Unit (UTD) relies on blood donors voluntarily donating their blood. Red blood cells only have a life span of 35 days as of the blood donation date. If overdue the blood cannot be used for transfusion. Fulfillment of the availability of blood is a very important thing. On one hand, too much blood stock results in significant losses, such as expiration. On the other hand, too low blood stock makes the people’s blood needs unfulfilled. Therefore, this paper is an effort to estimate the blood supply at Indonesian Red Cross Bojonegoro by using the Modified Kalman Filter method. The Modified Kalman Filter is a comparison of two Kalman Filter development methods, those are Extended Kalman Filter (EKF) and Fuzzy Kalman Filter (FKF). The simulation results showed that the EKF method was accurate than the FKF method, with an error of 3 % generated by the EKF and that of 9% by the FKF.

Publisher

IOP Publishing

Subject

General Physics and Astronomy

Reference12 articles.

1. Prediction of Availability of Packed Red Cells (PRC) at PMI Surabaya City Using Ensemble Kalman Filter as Management of Blood Transfusion Management The Second Internatonal Conference on Combinatorics, Graph Teory and Network Topology University of Jember-Indonesia 24-25 Nov 2018;Shanty;Journal of Physics: Conf. Series,2018

2. Estimation of Whole Blood (WB) and Anti-Hemophiliate Factor using Extended Kalman Filter in PMI Surabaya;Muhith,2020

3. Estimation of Whole Blood (WB) using Unscented Kalman Filter in Surabaya;Muhith;IOP Conf. Series: Materials Science and Engineering,2020

4. Estimation of Thrombocyte Concentrate (TC) and Whole Blood (WB) using Unscented Kalman Filter;Muhith;International Journal of Advanced Science and Technology,2020

5. Development of Unscented Kalman Filter Algorithm for stock price estimation The Second Internatonal Conference on Combinatorics, Graph Teory and Network Topology University of Jember-Indonesia 24-25 Nov 2018;Karya;Journal of Physics: Conf. Series,2018

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